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No-Regret Learning in Bilateral Trade via Global Budget Balance
Bilateral trade models the problem of intermediating between two rational agents -- a seller and a buyer -- both characterized by a private valuation for an item they want to trade.
Bandits with Replenishable Knapsacks: the Best of both Worlds
The bandits with knapsack (BwK) framework models online decision-making problems in which an agent makes a sequence of decisions subject to resource consumption constraints.
Sequential Information Design: Learning to Persuade in the Dark
At each round, the sender observes the realizations of random events in the SDM problem.
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